blob: 0b692a7927f9bbae989a526fa339c0a909e785a2 [file] [log] [blame]
/**
* Licensed to the Apache Software Foundation (ASF) under one
* or more contributor license agreements. See the NOTICE file
* distributed with this work for additional information
* regarding copyright ownership. The ASF licenses this file
* to you under the Apache License, Version 2.0 (the
* "License"); you may not use this file except in compliance
* with the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing,
* software distributed under the License is distributed on an
* "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
* KIND, either express or implied. See the License for the
* specific language governing permissions and limitations
* under the License.
*/
package org.apache.apex.malhar.lib.window.sample.pi;
import org.joda.time.Duration;
import org.apache.apex.malhar.lib.io.ConsoleOutputOperator;
import org.apache.apex.malhar.lib.window.Accumulation;
import org.apache.apex.malhar.lib.window.TriggerOption;
import org.apache.apex.malhar.lib.window.Tuple;
import org.apache.apex.malhar.lib.window.WindowOption;
import org.apache.apex.malhar.lib.window.WindowState;
import org.apache.apex.malhar.lib.window.impl.InMemoryWindowedStorage;
import org.apache.apex.malhar.lib.window.impl.WindowedOperatorImpl;
import org.apache.commons.lang3.mutable.MutableLong;
import org.apache.commons.lang3.tuple.MutablePair;
import org.apache.hadoop.conf.Configuration;
import com.datatorrent.api.DAG;
import com.datatorrent.api.DefaultOutputPort;
import com.datatorrent.api.InputOperator;
import com.datatorrent.api.LocalMode;
import com.datatorrent.api.StreamingApplication;
import com.datatorrent.common.util.BaseOperator;
/**
* This is an example of using the WindowedOperator concepts to calculate the value of pi.
*/
public class Application implements StreamingApplication
{
public static class RandomNumberPairGenerator extends BaseOperator implements InputOperator
{
public final transient DefaultOutputPort<Tuple<MutablePair<Double, Double>>> output = new DefaultOutputPort<>();
@Override
public void emitTuples()
{
Tuple.PlainTuple<MutablePair<Double, Double>> tuple = new Tuple.PlainTuple<>(new MutablePair<>(Math.random(), Math.random()));
this.output.emit(tuple);
}
}
public static class PiAccumulation implements Accumulation<MutablePair<Double, Double>, MutablePair<MutableLong, MutableLong>, Double>
{
@Override
public MutablePair<MutableLong, MutableLong> defaultAccumulatedValue()
{
return new MutablePair<>(new MutableLong(0), new MutableLong(0));
}
@Override
public MutablePair<MutableLong, MutableLong> accumulate(MutablePair<MutableLong, MutableLong> accumulatedValue, MutablePair<Double, Double> input)
{
if (input.getLeft() * input.getLeft() + input.getRight() * input.getRight() < 1) {
accumulatedValue.getLeft().increment();
}
accumulatedValue.getRight().increment();
return accumulatedValue;
}
@Override
public MutablePair<MutableLong, MutableLong> merge(MutablePair<MutableLong, MutableLong> accumulatedValue1, MutablePair<MutableLong, MutableLong> accumulatedValue2)
{
accumulatedValue1.getLeft().add(accumulatedValue2.getLeft());
accumulatedValue1.getRight().add(accumulatedValue2.getRight());
return accumulatedValue1;
}
@Override
public Double getOutput(MutablePair<MutableLong, MutableLong> accumulatedValue)
{
return accumulatedValue.getRight().longValue() == 0 ? 0.0 : (((double)accumulatedValue.getLeft().longValue()) * 4 / accumulatedValue.getRight().longValue());
}
@Override
public Double getRetraction(Double value)
{
return -value;
}
}
@Override
public void populateDAG(DAG dag, Configuration configuration)
{
RandomNumberPairGenerator inputOperator = new RandomNumberPairGenerator();
WindowedOperatorImpl<MutablePair<Double, Double>, MutablePair<MutableLong, MutableLong>, Double> windowedOperator = new WindowedOperatorImpl<>();
Accumulation<MutablePair<Double, Double>, MutablePair<MutableLong, MutableLong>, Double> piAccumulation = new PiAccumulation();
windowedOperator.setAccumulation(piAccumulation);
windowedOperator.setDataStorage(new InMemoryWindowedStorage<MutablePair<MutableLong, MutableLong>>());
windowedOperator.setWindowStateStorage(new InMemoryWindowedStorage<WindowState>());
windowedOperator.setWindowOption(new WindowOption.GlobalWindow());
windowedOperator.setTriggerOption(TriggerOption.AtWatermark().withEarlyFiringsAtEvery(Duration.millis(1000)).accumulatingFiredPanes());
ConsoleOutputOperator outputOperator = new ConsoleOutputOperator();
dag.addOperator("inputOperator", inputOperator);
dag.addOperator("windowedOperator", windowedOperator);
dag.addOperator("outputOperator", outputOperator);
dag.addStream("input_windowed", inputOperator.output, windowedOperator.input);
dag.addStream("windowed_output", windowedOperator.output, outputOperator.input);
}
public static void main(String[] args) throws Exception
{
LocalMode lma = LocalMode.newInstance();
Configuration conf = new Configuration(false);
lma.prepareDAG(new Application(), conf);
LocalMode.Controller lc = lma.getController();
lc.run();
}
}